The paper uses BMI to measure overweight/obese, which is an approximate metric as it does not distinguish fat from muscles.

Based on my BMI, I am overweight. Based on my body fat percentage (measured by DEXA scan), I am athletic.

Conclusions from BMI are not exactly "Garbage in - garbage out," but I suspect that if the body fat percentage were used by scientists, conclusions would be more accurate and insightful.